{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "134a12ed",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-01T08:13:11.505960Z",
     "start_time": "2024-12-01T08:13:09.572466Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.rcParams[\"font.family\"] = \"SimSun\"\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1ce5b7c2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-09T12:38:29.793876Z",
     "start_time": "2024-11-09T12:38:29.783746Z"
    }
   },
   "outputs": [],
   "source": [
    "train_points = np.array([[1, 2], [2, 3], [3, 3], [5, 1]])\n",
    "train_labels = ['A', 'A', 'B', 'B']\n",
    "colors = ['blue' if label == 'A' else 'red' for label in train_labels]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "140ace69",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-09T12:42:49.920937Z",
     "start_time": "2024-11-09T12:42:49.612781Z"
    }
   },
   "outputs": [
    {
     "data": {
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AAJSeoBQAAAAAKD1BKQAAAABQeoJSAAAAAKD0BKUAAAAAQOkJSgEAAACA0hOUAgAAAAClJygFAAAAAEpPUAoAAAAAlJ6gFAAAAAAoPUEpAAAAAFB6glIAAAAAoPQEpQAAAABA6QlKAQAAAIDSE5QCAAAAAKUnKAUAAAAASk9QCgAAAACUnqAUAAAAACg9QSkAAAAAUHqCUgAAAACg9ASlAAAAAEDpCUoBAAAAgNITlAIAAAAApScoBQAAAABKT1AKAAAAAJSeoBQAAAAAKD1BKQAAAABQeoJSAAAAAKD0BKUAAAAAQOkJSgEAAACA0hOUAgAAAAClJygFAAAAAEpPUAoAAAAAlJ6gFAAAAAAoPUEpAAAAAFB6glIAAAAAoPQEpQAAAABA6QlKAQAAAIDSE5QCAAAAAKUnKAUAAAAASk9QCgAAAACUnqAUAAAAACg9QSkAAAAAUHqCUgAAAACg9ASlAAAAAEDpCUoBAAAAgNITlAIAAAAApScoBQAAAABKT1AKAAAAAJSeoBQAAAAAKD1BKQAAAABQeoJSAAAAAKD0BKUAAAAAQOkJSgEAAACA0hOUAgAAAAClJygFAAAAAEpPUAoAAAAAlJ6gFAAAAAAoPUEpAAAAAFB6glIAAAAAoPQEpQAAAABA6QlKAQAAAIDSE5QCAAAAAKUnKAUAAAAASk9QCgAAAACUnqAUAAAAACg9QSkAAAAAUHqCUgAAAACg9ASlAAAAAEDpCUoBAAAAgNITlAIAAAAApScoBQAAAABKT1AKAAAAAJSeoBQAAAAAKD1BKQAAAADUkpUrk9de+78/t7Vtvr30IIJSAAAAAKgFTz2VnHlmst12yV/8xf8d33ff5KSTkvvuS4pi8+1vC9ctQWlbW1tuvvnmjB07tqrrXHfddRkzZkzGjRuXkSNH5utf/3paW1s3eM2aNWty+eWX58ADD8y4ceMyatSoXHzxxVm1alVV9woAAAAAXWLOnOSII5L990+uuCJZvLjj+MqVyfXXJ+PGJX/+58kjj2yefW7heldz8qampsyfPz/PPvtsFi1alOHDh1dtrYkTJ+aaa67Jb37zm4wYMSJLlizJ8ccfn8bGxtx9990ZOHDgOtcURZETTjghjzzySGbOnJlhw4ZlwYIFOfLII3PvvffmtttuS319fdX2DAAAAACb5MknkyOPTObP37jzn3giOfTQ5MYbkwkTqru3Hqaq7yidPn16fve73+X5559PQ0NDVdeZNGlS/umf/ikjRoxIkgwcODBTp07NM888ky9/+cudXnfZZZdl2rRp+elPf5phw4YlSYYMGZJrr702d9xxRy688MKq7RkAAAAANsmcOZWFpGstXZo0NSUPPFCdffVQ3XLr/aBBg7LttttWZe7Vq1fnvPPOyy677JKTTz65w9iQIUPS1NSUqVOn5umnn+4w1tLSkgsvvDBjxoxJY2Njh7H9998/Y8eOzaRJk7Jw4cKq7BsAAAAANskXv1h5SLrW8uXJiScmHj/Zrsd/mNPMmTMze/bsNDU1pVevdV/OUUcdlTVr1mTKlCkdjk+bNi1vvPFGjj/++E7nPeqoo7JkyZLccMMNVdk3AAAAALxnf/hD8utfb9ocL76Y/Pu/d8l2akGPD0pnzJiRJOv9oKhRo0YlSW6//fYuuQ4AAAAANrt/+ZeumeeKK7pmnhrQ44PSxx57LEmyzz77dDq+xx57JEmeffbZrFixouLrZs2a1WV7BQAAAIBNtnp1cu21XTPXr3+dzJ3bNXP1cFX91Pvu8Mc//jFJsssuu3Q63r9//2y99dZpaWnJnDlz8oEPfCArVqzISy+9lIEDB2bQoEGdXjd06NAkycsvv5wVK1Zkq6222ug9zX2X4po3b17798uWLcuyZcs2eu6eYPny5Z1+D+ujZqiUmqFSaoZKqRkqpWaolJqhUmqGDhYtSurrk+22W+8pywcP7vT7Tv3pTxuca0tUjTytriiKostn7cTuu++e3r1757nnnuvSed/3vvdl6dKlWb58efr27dvpOTvuuGPmz5+fhx9+OH/xF3+RBQsW5P3vf3+GDh3aIbR8u7a2tvTr1y9JsmDBgmy//fYbvae6urqNPnfy5MkVzQ0AAAAAZbdw4cKcccYZSd56o+P63kRZiR5/6/3a36Js6B2fffr06XBuJde8/XwAAAAAoDb1+Fvv+/fvn9bW1g7vAH2ntc8mHTBgQPs1yVvvGl2ftz/PdO11G+vll1/e4Pi8efNy0EEHJUkaGxu7JPHekixfvjz33HNPkrde3/p+LrCWmqFSaoZKqRkqpWaolJqhUmqGSqkZOli1Ktlvv2QDt58vHzw490yalCRpPOec9HvjjfXPd//9ybBhXb3Lqnq3R1++Fz0+KB00aFBaW1vT2tq63ibR2trafm6SbL311qmrq8uSJUvWO+/aa+rq6tLQ0FDRnioJPvv3798e3Naifv361fTro+upGSqlZqiUmqFSaoZKqRkqpWaolJohSXLkkcnVV2/Uqf3eeCP9/9//63xw7Nhk7727cGPdoxr/Bnr8rfd77bVXkuSVV17pdLy1tTVLlixJnz59Mux/k/Gtttoqu+66a1pbW9PS0tLpdfPnz0+S7Lbbbh1uwwcAAACAze7v/m7LmqcG9PigdOTIkUmS2bNndzr+/PPPJ0n222+/DoHnxl43YsSILtopAAAAAHSRUaOSMWM2bY73vz857riu2U8N6PFB6dFHH50keeCBBzodf/TRR5MkxxxzTJdcBwAAAABbhCuvTLbe+r1d26tXMmVK0rdv1+6pB+vxQenhhx+e4cOHZ/r06SmKYp3xGTNmpL6+PqeddlqH45/5zGcyaNCg3HTTTZ3OO2PGjAwaNCjHSdUBAAAA2BJ98IPJr36VVPj5OqmvT665JvnfNxLylm4LSlesWJGVK1eud7ytrS0TJkxIQ0NDLrrooo2et3fv3vne976XF154IdOmTesw9tJLL+W2227LF77whXzgAx/oMDZ48OCcf/75mTlzZh588MEOYw888EAeffTRnHfeeRk8ePBG7wUAAAAAutVhhyX33pvss8/Gnb/jjsmMGcnnPlfVbfVE3RKUPvTQQ5k/f37mzp273lvdZ82alTvuuCNLlizJJZdcUtH8n/70p3PuuefmzDPPzFNPPZUkefPNN3PKKadk5MiR+cEPftDpdV/96ldz4okn5rOf/Wzmzp2bJJk3b15OP/30fPKTn8zEiRMr2gcAAAAAdLsRI5L/+Z/kzjuTY49967b6d2psTG64IXnxxeSoo7p9iz1B72pO3tTUlDlz5uTJJ59MURQpiiKHHHJIRowYkYaGhtx1112pr69Pkuy///4ZP3587rvvvpx11lkVr3XJJZdk5MiR+eIXv5j6+vq0tLRkwoQJ+da3vpUBAwZ0ek1dXV1+/vOf54orrkhTU1P69u2bxYsX57TTTss555yTXp0VFQAAAABsaXr1SsaPf+trwYLkT39KXnvtrbEHH0yGD9+8++sBqhqUTp8+faPP7du3b+68885NWu+EE07ICSecUNE1dXV1OfPMM3PmmWdu0toAAAAAsEUYMiQZODD59a/f+vNOO23e/fQQ3jIJAAAAAJSeoBQAAAAAKD1BKQAAAABQeoJSAAAAAKD0BKUAAAAAQOkJSgEAAACA0hOUAgAAAAClJygFAAAAAEpPUAoAAAAAlJ6gFAAAAAAoPUEpAAAAAFB6glIAAAAAoPQEpQAAAABA6QlKAQAAAIDSE5QCAAAAAKUnKAUAAAAASk9QCgAAAACUnqAUAAAAACg9QSkAAAAAUHqCUgAAAACg9ASlAAAAAEDpCUoBAAAAgNITlAIAAAAApScoBQAAAABKT1AKAAAAAJSeoBQAAAAAKD1BKQAAAABQeoJSAAAAAKD0BKUAAAAAQOn13twbKKNVq1a1fz9v3rzNuJPqWLZsWRYuXJgkmTt3bvr377+Zd8SWTs1QKTVDpdQMlVIzVErNUCk1Q6XUDJWq9Zp5e6b29qxtUwhKN4MFCxa0f3/QQQdtxp0AAAAAQM+2YMGC7L777ps8j1vvAQAAAIDSqyuKotjcmyib5cuXZ9asWUmSIUOGpHfv2npj77x589rfKfvQQw9lxx133Mw7YkunZqiUmqFSaoZKqRkqpWaolJqhUmqGStV6zaxatar9ru39998//fr12+Q5ayuh6yH69euXAw88cHNvo1vsuOOO2WWXXTb3NuhB1AyVUjNUSs1QKTVDpdQMlVIzVErNUKlarZmuuN3+7dx6DwAAAACUnqAUAAAAACg9QSkAAAAAUHqCUgAAAACg9ASlAAAAAEDpCUoBAAAAgNITlAIAAAAApVdXFEWxuTcBAAAAALA5eUcpAAAAAFB6glIAAAAAoPQEpQAAAABA6QlKAQAAAIDSE5QCAAAAAKUnKAUAAAAASk9QCgAAAACUnqAUAAAAACg9QSkAAAAAUHqCUjaora0tN998c8aOHVvVda677rqMGTMm48aNy8iRI/P1r389ra2tVV2TrlfternxxhtTV1e3wa9JkyZVZW26XltbWy677LIcfvjhOeywwzJq1KgccMAB+da3vpXFixd3+Xr6TM/XXTWj19SO1157LRMnTkxTU1M++tGPZvjw4Tn++OMza9asqqynz/R83VUz+kzt+vGPf5zevXtXbX59pvZUq2b0mZ5v4cKF7/oz/PjHP96la+oxSfU6OD1aU1NT5s+fn2effTaLFi3K8OHDq7bWxIkTc8011+Q3v/lNRowYkSVLluT4449PY2Nj7r777gwcOLBqa9M1uqtempubM2TIkGy77bbrPefAAw+sytp0rVdffTVHHXVUTjrppPzHf/xHttpqqyTJQw89lE9+8pO55ZZbcv/996ehoaFL1tNner7urBm9pjY88sgjaWpqyk033dT+81q6dGn+5m/+Jh/+8IczY8aMfPSjH+2y9fSZnq87a0afqU0vv/xyzjvvvKrNr8/UnmrWjD7T8zU3N+d973tfdtlll/Wec+ihh3bZenrM/ypgA5qbm4uGhoZi+PDhVZn/pptuKpIUU6dO7XD89ddfL/r371+cdtppVVmX6qh2vXz/+98vfvSjH1VlbrrXkUceWXzqU5/qdOzqq68ukhQTJ07skrX0mdrQnTWj19SGgw46qDj44IPXOb548eJi++23L4YOHVq0trZ2yVr6TG3ozprRZ2rTxz/+8WK77bYr6uvru3xufaY2VbNm9Jme7+GHHy6OO+64bllLj/k/br1ngwYNGrTB30BtitWrV+e8887LLrvskpNPPrnD2JAhQ9LU1JSpU6fm6aefrsr6dL1q1kuSvPnmm1Wdn+4xb9683Hnnndlzzz07HT/hhBOSJNOmTdvktfSZ2tCdNZPoNbXiiSeeyOOPP56WlpYOxwcOHJijjz468+fPz29/+9tNXkefqR3dVTOJPlOL/u3f/i277bZbPvjBD3b53PpMbapmzST6TC3orp+hHtORoJTNZubMmZk9e3aamprSq9e6pXjUUUdlzZo1mTJlymbYHVui5uZm/9nXgDlz5iRJpkyZkjfeeGOd8QEDBmT77bfPq6++uslr6TO1oTtrJtFrasWECRMyYMCA9sc0vN3OO++cJFm5cuUmr6PP1I7uqplEn6k1CxcuzKWXXppLLrmkKvPrM7Wn2jWT6DO1oLt+hnpMR4JSNpsZM2YkyXo/+GfUqFFJkttvv73b9sSWrbm5Odttt93m3gabaPfdd0+/fv2yaNGivPLKK+uMr1mzJosXL84OO+ywyWvpM7WhO2sm0Wtqxc0335zXX389/fr1W2fspZdeSl1dXQ444IBNXkefqR3dVTOJPlNrvvKVr+S73/1u1Z7fp8/UnmrXTKLP1ILu+hnqMR0JStlsHnvssSTJPvvs0+n4HnvskSR59tlns2LFim7bF1uutbceXHXVVTnmmGPysY99LPvuu29Gjx6dW2+9dXNvj400dOjQ/OEPf8ijjz7a6a1Gjz76aNra2nL44Ydv8lr6TG3ozppJ9Jpa98orr+RXv/pVTjrppPU+zqES+kzt6+qaSfSZWnL77benT58+OfLII6u2hj5TW7qjZhJ9phas/RnefffdaWpqyvjx43PggQdm7733zqRJk7J69eouWUeP6UhQymbzxz/+MUnW+wlu/fv3z9Zbb53Vq1e333ZJuTU3N+fCCy/M0qVLc8stt+Q///M/88wzz+Skk07Ksccem6uvvnpzb5GNtNtuu7X/ZvKdfvKTn6RXr1758pe/vMnr6DO1o7tqJtFratWqVaty1113Zfz48fn0pz/dZT9HfaZ2VatmEn2mVixevDj/+I//mEsvvbSq6+gztaO7aibRZ2pBc3Nzfvvb3+baa6/N1VdfnV//+td5+OGHc8011+SCCy7I6aef3iXr6DEdCUrZbJqbm5Nkg7cbDBgwIMlbv0mB5ubmbLPNNvnKV76SPn36tB8/++yz85GPfCRnn312p7fl0nM88sgjmTp1aiZOnLjeUKwS+kzt6+qaSfSaWjRx4sQMHTo0RxxxRI444ohcccUV6du3b5fMrc/UpmrWTKLP1IpvfOMbOffcc6v+DEF9pnZ0V80k+kwtaG5uzh/+8IdcddVVGTx4cPvxgw8+OBMnTszPfvaz3HLLLV2yTqLHrCUoZbNZvnx5knT6wPy11jb0tedSblOnTs0FF1zQ6dipp56apUuXluYB07WotbU1p59+ek4++eRcfPHFXTKnPlPbqlEziV5Ti77//e9nwYIFeeqpp7Jo0aLsu+++eeCBB7pkbn2mNlWzZhJ9phbcf//9ef311/PpT3+66mvpM7WhO2sm0WdqwVe/+tVMnz499fX164ydcsopSZIf/ehHm7yOHtORoJTNpn///kmStra29Z6z9vkXa397QbmNHDkyDQ0NnY6NHj06SXLvvfd255boIqtWrcrxxx+fAw88MFOmTEldXV2XzKvP1K5q1Uyi19Squrq6/Nmf/Vl+9rOf5eCDD8748ePz/PPPb/K8+kztqlbNJPpMT9fW1pavf/3r+eEPf9gt6+kzPV9310yiz9SC3XffPbvuumunY3vssUd22GGH/O53v9vkZ5XqMR0JStlsBg0alOStdwStz9qxtefC+qz9tOu5c+du5p1QqaIo8vnPfz4777xzrr766vTq1XX/NekztamaNfNu9Jra8M1vfjOLFy/uknci6zPl0JU18270mS3fd77znXzxi1/M0KFDu2U9fabn6+6aeTf6TG3YYYcdsmzZsixatGiT5tFjOuq9uTdAee2111559dVX88orr2S77bZbZ7y1tTVLlixJnz59MmzYsM2wQ7Y0K1asWO/tAGt/W7py5cru3BJd4Etf+lJ69+6dK6+8skvfFZjoM7WqmjWT6DVl8MEPfjANDQ35xS9+kauuumqT5tJnyqEraybRZ3q6X/7yl9lpp506vW358ccfz+rVq3PYYYcleStU+NWvfrVJ6+kzPV9310yiz9SCNWvWZM2aNendu/Porqt+jnpMR95RymYzcuTIJMns2bM7HV97a9N+++3X4eHTlNN9992XbbbZpv1ZLO+0ePHiJOnwkGu2fOeee25aWlpy1VVXVSXw0mdqT7VrRq+pHf/93/+dp556ar3jW2+9dZYsWZLXX399k9bRZ2pHd9WMPtPzzZ49OzNnzuz0a+TIkamvr2//c1cEXvpMz9fdNaPP9HyLFi3Knnvumb322itr1qzp9Jy1P8dtttlmk9bSYzoSlLLZHH300Umy3gfjP/roo0mSY445ptv2xJbr+uuvz7Jly/Lwww93Ov7CCy8keat50zP85Cc/yRNPPJFrr72201unL7roovzpT3/apDX0mdrSHTWj19SGZ599NqNHj87BBx+cpUuXdnpOS0tLevXqtd7nt20sfaY2dGfN6DNUSp+hUvpMz3fXXXdlzpw5mTNnTqe/oCuKIi+++GJ23333TX5uqB7TkaCUzebwww/P8OHDM3369BRFsc74jBkzUl9fn9NOO637N8cWZ+1vO0888cROx++5554kyYQJE7ptT7x39957byZPnpxp06Z1+lvJoihyww03ZKeddtqkdfSZ2tFdNaPX1IYnnngiK1euzNKlSzsN1V988cUsXrw4Y8eObf8Ag/dKn6kN3Vkz+gyV0meolD7T8639GR522GGdPtv2iSeeSEtLS5f8DPWYdyjgXey4447FsGHD1ju+fPny4qijjioGDhxYfPe7361o7htvvLFIUtxwww0djs+ZM6fYaqutir/92799T3tm86lWvTz99NNFnz59ittuu22dsZUrVxb77rtvMXz48GL58uXvad90n0WLFhX77rtv8fzzz3c6vmbNmuKCCy4odtppp/Zj+ky5dWfN6DW14ZVXXin69u1b/Pmf/3mn4+eff35RV1dX/Nd//Vf7MX2m3LqzZvSZ2tbY2FjU19d3OqbP0Jlq1Iw+0/OtWLGi2HPPPYuvfe1rnY6fccYZRe/evYunn366/Zge0zUEpWzQgw8+WNTV1RW9evUqfv/733d6zsMPP1wkKZIUDQ0NFa9x7rnnFttvv30xa9asoiiKorm5uWhsbCwOOuigorW1dZP2T/eqdr1ce+21xZgxY9b5z+CMM84o3ve+9613TbYs559/ftHQ0FDsvffenX5ts802RZLikEMOab9Gnym37q4ZvaY2TJ06tRg4cGBxxx13tB9bs2ZNcc011xR9+/YtLr300g7n6zN0Z83oM7Vp6dKlxY477lgkKR555JF1xvUZ3qmaNaPP9HyPPfZYsd9++xV33HFHsWbNmvbjkydPLurq6orLL7+8w/l6TNcQlNKpT33qU8WoUaOK3r17t/9Dq6+vL0aNGlUceuihxapVq9rPXb58eTF+/PhiwIABxXnnnfee1rv++uuLMWPGFIccckhxwAEHFOeee26p/iH2dN1ZL48//njxV3/1V8Xo0aOLxsbG4oADDihOO+204o9//GNXviSq6Ctf+Up7nWzo69RTT22/Rp8pt81RM3pNbXjkkUeK4447rvjwhz9cNDY2FiNGjCiOO+644v7771/nXH2GoujemtFnascPf/jDYty4ccUOO+zQ/n9Sv379ijFjxhQ/+MEP2s/TZ1iru2pGn+n5XnvtteLv//7vi9GjRxfjxo0rPvShDxVHH310hzsc1tJjukZdUXTyAAIAAAAAgBLxYU4AAAAAQOkJSgEAAACA0hOUAgAAAAClJygFAAAAAEpPUAoAAAAAlJ6gFAAAAAAoPUEpAAAAAFB6glIAAAAAoPQEpQAAAABA6QlKAQAAAIDSE5QCAAAAAKUnKAUAAAAASk9QCgAAAACUnqAUAAAAACg9QSkAAAAAUHqCUgAAAACg9ASlAAAAAEDpCUoBAAAAgNITlAIAAAAApScoBQAAAABKT1AKAAAAAJSeoBQAAAAAKD1BKQAAAABQev8fGN8sKnCZiE4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1600x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 定义待分类的测试样本点坐标\n",
    "test_point = np.array([3, 2])\n",
    "\n",
    "# 绘制训练样本点和测试样本点\n",
    "plt.figure(figsize=(8, 6), dpi=200)\n",
    "plt.scatter(train_points[:2, 0], train_points[:2, 1], c=colors[:2], label='类别B')\n",
    "plt.scatter(train_points[2:, 0], train_points[2:, 1], c=colors[2:], label='类别A')\n",
    "plt.scatter(test_point[0], test_point[1], c='green', label='待分类点')\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6d51f93c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-01T08:15:03.140626Z",
     "start_time": "2024-12-01T08:15:02.812618Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 损失值列表\n",
    "loss_values = [\n",
    "    1.18840867, 0.56591303, 0.42036993, 0.35238623, 0.31252392, 0.28162135, 0.26017134, \n",
    "    0.24460869, 0.22546168, 0.21438704, 0.20065571, 0.19138956, 0.18214494, 0.17659739, \n",
    "    0.16631469, 0.16013949, 0.15432866, 0.14620669, 0.14104651, 0.13910793, 0.13159444, \n",
    "    0.12871144, 0.12371359, 0.12051059, 0.11562098, 0.11332708, 0.10699331, 0.10626768, \n",
    "    0.10138892, 0.10137006, 0.09637314, 0.09514395, 0.09334016, 0.08941262, 0.09044547, \n",
    "    0.08887106, 0.08558719, 0.08297419, 0.08234944, 0.08320919, 0.08048189, 0.07513763, \n",
    "    0.07720502, 0.08168697, 0.07587348, 0.07439769, 0.07590617, 0.07375563, 0.07113256, \n",
    "    0.07232490, 0.06837774, 0.06943971, 0.07033034, 0.06985928, 0.06414780, 0.06609853, \n",
    "    0.06392713, 0.06737307, 0.06315858, 0.06464173, 0.06464925, 0.06224652, 0.05931867, \n",
    "    0.06353453, 0.05844894, 0.06190401, 0.05903190, 0.06077190, 0.05744492, 0.05970964, \n",
    "    0.06333372, 0.05852049, 0.05428850, 0.05843563, 0.05675987, 0.05789188, 0.05612003, \n",
    "    0.05568500, 0.05446744, 0.05274186, 0.05752229, 0.05314001, 0.06003078, 0.05449387, \n",
    "    0.05371125, 0.05185214, 0.05424965, 0.05829005, 0.05123367, 0.05106525, 0.05053875, \n",
    "    0.05177036, 0.05182247, 0.05052208, 0.05080320, 0.05492192, 0.04967552, 0.04728866, \n",
    "    0.05148299, 0.05169800\n",
    "]\n",
    "\n",
    "# 绘制损失值变化图\n",
    "plt.figure(figsize=(10, 6), dpi=200)\n",
    "plt.plot(range(1, len(loss_values) + 1), loss_values, marker='.', color='b', label=\"Loss Value\")\n",
    "\n",
    "plt.title(\"训练损失\")\n",
    "plt.xlabel(\"迭代次数\")\n",
    "plt.ylabel(\"损失值\")\n",
    "plt.grid(alpha=0.3)\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a715f997",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-01T08:17:25.685044Z",
     "start_time": "2024-12-01T08:17:25.313820Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "batch_indices = list(range(100, 940, 100))\n",
    "loss_epoch1 = [1.1604, 0.3871, 0.2814, 0.2179, 0.1844, 0.1818, 0.1582, 0.1289, 0.1432]\n",
    "loss_epoch2 = [0.1146, 0.1232, 0.1064, 0.0991, 0.0995, 0.0874, 0.1022, 0.0991, 0.0893]\n",
    "loss_epoch3 = [0.0910, 0.0864, 0.0761, 0.0954, 0.0633, 0.0817, 0.0688, 0.0760, 0.0723]\n",
    "loss_epoch4 = [0.0645, 0.0641, 0.0682, 0.0579, 0.0692, 0.0623, 0.0703, 0.0586, 0.0713]\n",
    "loss_epoch5 = [0.0610, 0.0558, 0.0535, 0.0639, 0.0560, 0.0564, 0.0578, 0.0572, 0.0589]\n",
    "\n",
    "# 汇总数据\n",
    "loss_data = [loss_epoch1, loss_epoch2, loss_epoch3, loss_epoch4, loss_epoch5]\n",
    "\n",
    "# 绘制每个 epoch 的损失曲线\n",
    "plt.figure(figsize=(10, 6), dpi=200)\n",
    "for epoch, loss in enumerate(loss_data, start=1):\n",
    "    plt.plot(batch_indices, loss, marker='.', label=f'第 {epoch} 轮')\n",
    "\n",
    "plt.title('每轮训练的损失值变化', fontsize=14)\n",
    "plt.xlabel('批次索引', fontsize=12)\n",
    "plt.ylabel('损失值', fontsize=12)\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3f3f9f43",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
